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Performance of Cache Memory

Performance of Cache Memory. Cache Performance Average Memory Access Time (AMAT), Memory Stall cycles. The Average Memory Access Time ( AMAT ): The number of cycles required to complete an average memory access request by the CPU.

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Performance of Cache Memory

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  1. Performance ofCache Memory

  2. Cache PerformanceAverage Memory Access Time (AMAT), Memory Stall cycles • The Average Memory Access Time (AMAT): The number of cycles required to complete an average memory access request by the CPU. • Memory stall cycles per memory access: The number of stall cycles added to CPU execution cycles for one memory access. • For an ideal memory: AMAT = 1 cycle, this results in zero memory stall cycles. • Memory stall cycles per average memory access = (AMAT -1) • Memory stall cycles per average instruction = Memory stall cycles per average memory access x Number of memory accesses per instruction = (AMAT -1 ) x ( 1 + fraction of loads/stores) Instruction Fetch

  3. Cache PerformancePrinceton (Unified) Memory Architecture • For a CPU with a single level (L1) of cache for both instructions and data (Princeton memory architecture) and no stalls for cache hits: Total CPU time = (CPU execution clock cycles + Memory stall clock cycles) x clock cycle time Memory stall clock cycles = (Reads x Read miss rate x Read miss penalty) + (Writes x Write miss rate x Write miss penalty) If write and read miss penalties are the same: Memory stall clock cycles = Memory accesses x Miss rate x Miss penalty With ideal memory

  4. Cache PerformancePrinceton (Unified) Memory Architecture • CPUtime = Instruction count x CPI x Clock cycle time • CPIexecution = CPI with ideal memory • CPI = CPIexecution + Mem Stall cycles per instruction • CPUtime = Instruction Count x (CPIexecution + Mem Stall cycles per instruction) x Clock cycle time • Mem Stall cycles per instruction = Mem accesses per instruction x Miss rate x Miss penalty • CPUtime = IC x (CPIexecution + Mem accesses per instruction x Miss rate x Miss penalty) x Clock cycle time • Misses per instruction = Memory accesses per instruction x Miss rate • CPUtime = IC x (CPIexecution + Misses per instruction x Miss penalty) x Clock cycle time

  5. Memory Access TreeFor Unified Level 1 Cache CPU Memory Access L1 Hit: % = Hit Rate = H1 Access Time = 1 Stalls= H1 x 0 = 0 ( No Stall) L1 Miss: % = (1- Hit rate) = (1-H1) Access time = M + 1 Stall cycles per access = M x (1-H1) L1 AMAT = H1 x 1 + (1 -H1 ) x (M+ 1) = 1 + M x ( 1 -H1) Stall Cycles Per Access = AMAT - 1 = M x (1 -H1) M = Miss Penalty H1 = Level 1 Hit Rate 1- H1 = Level 1 Miss Rate

  6. Cache Impact On Performance: An Example Assuming the following execution and cache parameters: • Cache miss penalty = 50 cycles • Normal instruction execution CPI ignoring memory stalls = 2.0 cycles • Miss rate = 2% • Average memory references/instruction = 1.33 CPU time = IC x [CPI execution + Memory accesses/instruction x Miss rate x Miss penalty ] x Clock cycle time CPUtime with cache = IC x (2.0 + (1.33 x 2% x 50)) x clock cycle time = IC x 3.33 x Clock cycle time • Lower CPI execution increases the impact of cache miss clock cycles

  7. Cache Performance Example • Suppose a CPU executes at Clock Rate = 200 MHz (5 ns per cycle) with a single level of cache. • CPIexecution = 1.1 • Instruction mix: 50% arith/logic, 30% load/store, 20% control • Assume a cache miss rate of 1.5% and a miss penalty of 50 cycles. CPI = CPIexecution + mem stalls per instruction Mem Stalls per instruction = Mem accesses per instruction x Miss rate x Miss penalty Mem accesses per instruction = 1 + .3 = 1.3 Mem Stalls per instruction = 1.3 x .015 x 50 = 0.975 CPI = 1.1 + .975 = 2.075 The ideal memory CPU with no misses is 2.075/1.1 = 1.88 times faster Instruction fetch Load/store

  8. Cache Performance Example • Suppose for the previous example we double the clock rate to 400 MHZ, how much faster is this machine, assuming similar miss rate, instruction mix? • Since memory speed is not changed, the miss penalty takes more CPU cycles: Miss penalty = 50 x 2 = 100 cycles. CPI = 1.1 + 1.3 x .015 x 100 = 1.1 + 1.95 = 3.05 Speedup = (CPIold x Cold)/ (CPInew x Cnew) = 2.075 x 2 / 3.05 = 1.36 The new machine is only 1.36 times faster rather than 2 times faster due to the increased effect of cache misses. • CPUs with higher clock rate, have more cycles per cache miss and more memory impact on CPI.

  9. Cache PerformanceHarvard Memory Architecture For a CPU with separate or split level one (L1) caches for instructions and data (Harvard memory architecture) and no stalls for cache hits: CPUtime = Instruction count x CPI x Clock cycle time CPI = CPIexecution + Mem Stall cycles per instruction CPUtime = Instruction Count x (CPIexecution + Mem Stall cycles per instruction) x Clock cycle time Mem Stall cycles per instruction = Instruction Fetch Miss rate x Miss Penalty + Data Memory Accesses Per Instruction x Data Miss Rate x Miss Penalty

  10. Memory Access TreeFor Separate Level 1 Caches CPU Memory Access Instruction Data L1 Instruction L1 Hit: Access Time = 1 Stalls = 0 Instruction L1 Miss: Access Time = M + 1 Stalls Per access: %instructions x (1 - Instruction H1 ) x M Data L1 Miss: Access Time : M + 1 Stalls per access: % data x (1 - Data H1 ) x M Data L1 Hit: Access Time: 1 Stalls = 0 Stall Cycles Per Access = % Instructions x ( 1 - Instruction H1 ) x M + % data x (1 - Data H1 ) x M AMAT = 1 + Stall Cycles per access

  11. Typical Cache Performance Data Using SPEC92

  12. Cache Performance Example • To compare the performance of either using a 16-KB instruction cache and a 16-KB data cache as opposed to using a unified 32-KB cache, we assume a hit to take one clock cycle and a miss to take 50 clock cycles, and a load or store to take one extra clock cycle on a unified cache, and that 75% of memory accesses are instruction references. Using the miss rates for SPEC92 we get: Overall miss rate for a split cache = (75% x 0.64%) + (25% x 6.47%) = 2.1% • From SPEC92 data a unified cache would have a miss rate of 1.99% Average memory access time = 1 + stall cycles per access = 1 + % instructions x (Instruction miss rate x Miss penalty) + % data x ( Data miss rate x Miss penalty) For split cache: Average memory access timesplit = 1 + 75% x ( 0.64% x 50) + 25% x (6.47%x50) = 2.05 For unified cache: Average memory access timeunified = 1 + 75% x ( 1.99%) x 50) + 25% x ( 1 + 1.99% x 50) = 2.24 cycles

  13. Cache Read/Write Operations • Statistical data suggest that reads (including instructionfetches) dominate processor cache accesses (writes account for 25% of data cache traffic). • In cache reads, a block is read at the same time while the tag is being compared with the block address (searching). If the read is a hit the data is passed to the CPU, if a miss it ignores it. • In cache writes, modifying the block cannot begin until the tag is checked to see if the address is a hit. • Thus for cache writes, tag checking cannot take place in parallel, and only the specific data (between 1 and 8 bytes) requested by the CPU can be modified. • Cache is classified according to the write and memory update strategy in place: write through, or write back.

  14. Cache Processor DRAM Write Buffer Cache Write Strategies • Write Though: Data is written to both the cache block and to a block of main memory. • The lower level always has the most updated data; an important feature for I/O and multiprocessing. • Easier to implement than write back. • A write buffer is often used to reduce CPU write stall while data is written to memory.

  15. Cache Write Strategies • Write back: Data is written or updated only to the cache block. The modified or dirty cache block is written to main memory when it’s being replaced from cache. • Writes occur at the speed of cache • A status bit called a dirty bit, is used to indicate whether the block was modified while in cache; if not the block is not written to main memory. • Uses less memory bandwidth than write through.

  16. Cache Write Miss Policy • Since data is usually not needed immediately on a write miss, two options exist on a cache write miss: • Write Allocate: The cache block is loaded on a write miss followed by write hit actions. • No-Write Allocate: The block is modified in the lower level (lower cache level, or main memory) and not loaded into cache. • While any of the above two write miss policies can be used with • either write back or write through: • Write back caches always use write allocate to capture • subsequent writes to the block in cache. • Write through caches usually use no-write allocate since • subsequent writes still have to go to memory.

  17. Index V Tag Data Address Data ... 110 ... ... 1101 0110 ... 1 00010 123456 6378 Write misses • If we try to write to an address that is not already contained in the cache; this is called a write miss. • Let’s say we want to store 21763 into Mem[1101 0110] but we find that address is not currently in the cache. • When we update Mem[1101 0110], should we also load it into the cache?

  18. Mem[1101 0110] = 21763 Address Data Index V Tag Data ... 1101 0110 ... ... 110 ... 21763 1 00010 123456 No write-allocate • With a no-write allocate policy, the write operation goes directly to main memory without affecting the cache. • This is good when data is written but not immediately used again, in which case there’s no point to load it into the cache yet.

  19. Mem[214] = 21763 Index V Tag Data Address Data ... 110 ... ... 1101 0110 ... 1 11010 21763 21763 Write Allocate • A write allocate strategy would instead load the newly written data into the cache. • If that data is needed again soon, it will be available in the cache.

  20. Memory Access Tree, Unified L1Write Through, No Write Allocate, No Write Buffer CPU Memory Access Read Write L1 L1 Read Hit: Access Time = 1 Stalls = 0 L1 Read Miss: Access Time = M + 1 Stalls Per access % reads x (1 - H1 ) x M L1 Write Miss: Access Time : M + 1 Stalls per access: % write x (1 - H1 ) x M L1 Write Hit: Access Time: M +1 Stalls Per access: % write x (H1 ) x M Stall Cycles Per Memory Access = % reads x (1 - H1 ) x M + % write x M AMAT = 1 + % reads x (1 - H1 ) x M + % write x M

  21. Memory Access Tree Unified L1Write Back, With Write Allocate CPU Memory Access Read Write L1 L1 Hit: % read x H1 Access Time = 1 Stalls = 0 L1 Read Miss L1 Write Hit: % write x H1 Access Time = 1 Stalls = 0 L1 Write Miss Clean Access Time = M +1 Stall cycles = M x (1-H1 ) x % reads x % clean Dirty Access Time = 2M +1 Stall cycles = 2M x (1-H1) x %read x % dirty Clean Access Time = M +1 Stall cycles = M x (1 -H1) x % write x % clean Dirty Access Time = 2M +1 Stall cycles = 2M x (1-H1) x %write x % dirty Stall Cycles Per Memory Access = (1-H1) x ( M x % clean + 2M x % dirty ) AMAT = 1 + Stall Cycles Per Memory Access

  22. Write Through Cache Performance Example • A CPU with CPIexecution = 1.1 uses a unified L1 Write Through, No Write Allocate and no write buffer. • Instruction mix: 50% arith/logic, 15% load, 15% store, 20% control • Assume a cache miss rate of 1.5% and a miss penalty of 50 cycles. CPI = CPIexecution + mem stalls per instruction Mem Stalls per instruction = Mem accesses per instruction x Stalls per access Mem accesses per instruction = 1 + .3 = 1.3 Stalls per access = % reads x miss rate x Miss penalty + % write x Miss penalty % reads = 1.15/1.3 = 88.5% % writes = .15/1.3 = 11.5% Stalls per access = 50 x (88.5% x 1.5% + 11.5%) = 6.4 cycles Mem Stalls per instruction = 1.3 x 6.4 = 8.33 cycles AMAT = 1 + 8.33 = 9.33 cycles CPI = 1.1 + 8.33 = 9.43 The ideal memory CPU with no misses is 9.43/1.1 = 8.57 times faster

  23. Write Back Cache Performance Example • A CPU with CPIexecution = 1.1 uses a unified L1 with with write back , with write allocate, and the probability a cache block is dirty = 10% • Instruction mix: 50% arith/logic, 15% load, 15% store, 20% control • Assume a cache miss rate of 1.5% and a miss penalty of 50 cycles. CPI = CPIexecution + mem stalls per instruction Mem Stalls per instruction = Mem accesses per instruction x Stalls per access Mem accesses per instruction = 1 + .3 = 1.3 Stalls per access = (1-H1) x ( M x % clean + 2M x % dirty ) Stalls per access = 1.5% x (50 x 90% + 100 x 10%) = .825 cycles Mem Stalls per instruction = 1.3 x .825 = 1.07 cycles AMAT = 1 + 1.07 = 2.07 cycles CPI = 1.1 + 1.07 = 2.17 The ideal CPU with no misses is 2.17/1.1 = 1.97 times faster

  24. Impact of Cache Organization: An Example Given: • A perfect CPI with cache = 2.0 Clock cycle = 2 ns • 1.3 memory references/instruction Cache size = 64 KB with • Cache miss penalty = 70 ns, no stall on a cache hit • One cache is direct mapped with miss rate = 1.4% • The other cache is two-way set-associative, where: • CPU time increases 1.1 times to account for the cache selection multiplexor • Miss rate = 1.0%

  25. Impact of Cache Organization: An Example Average memory access time = Hit time + Miss rate x Miss penalty Average memory access time 1-way = 2.0 + (.014 x 70) = 2.98 ns Average memory access time 2-way = 2.0 x 1.1 + (.010 x 70) = 2.90 ns CPU time = IC x [CPI execution + Memory accesses/instruction x Miss rate x Miss penalty ] x Clock cycle time CPUtime 1-way = IC x (2.0 x 2 + (1.3 x .014 x 70) = 5.27 x IC CPUtime 2-way = IC x (2.0 x 2 x 1.10 + (1.3 x 0.01 x 70)) = 5.31 x IC • In this example, 1-way cache offers slightly better performance with less complex hardware.

  26. CPU Hit Rate= H1, Hit time = 1 cycle (No Stall) L1 Cache L2 Cache Hit Rate= H2, Hit time = T2 cycles Main Memory Memory access penalty, M 2 Levels of Cache: L1, L2

  27. Miss Rates For Multi-Level Caches • Local Miss Rate: This rate is the number of misses in a cache level divided by the number of memory accesses to this level. Local Hit Rate = 1 - Local Miss Rate • Global Miss Rate: The number of misses in a cache level divided by the total number of memory accesses generated by the CPU. • Since level 1 receives all CPU memory accesses, for level 1: • Local Miss Rate = Global Miss Rate = 1 - H1 • For level 2 since it only receives those accesses missed in level 1: • Local Miss Rate = Miss rateL2= 1- H2 • Global Miss Rate = Miss rateL1 x Miss rateL2 = (1- H1) x (1 - H2)

  28. 2-Level Cache Performance CPUtime = IC x (CPIexecution + Mem Stall cycles per instruction) x C Mem Stall cycles per instruction = Mem accesses per instruction x Stall cycles per access • For a system with 2 levels of cache, assuming no penalty when found in L1 cache: • Stall cycles per memory access = [miss rate L1] x [ Hit rate L2 x Hit time L2 + Miss rate L2 x Memory access penalty) ] = (1-H1) x H2 x T2 + (1-H1)(1-H2) x M L1 Miss, L2 Miss: Must Access Main Memory L1 Miss, L2 Hit

  29. 2-Level Cache Performance Memory Access TreeCPU Stall Cycles Per Memory Access CPU Memory Access L1 Hit: Stalls= H1 x 0 = 0 (No Stall) L1 Miss: % = (1-H1) L1 L2 L2 Hit: (1-H1) x H2 x T2 L2 Miss: Stalls= (1-H1)(1-H2) x M Stall cycles per memory access = (1-H1) x H2 x T2 + (1-H1)(1-H2) x M AMAT = 1 + (1-H1) x H2 x T2 + (1-H1)(1-H2) x M

  30. Two-Level Cache Example • CPU with CPIexecution = 1.1 running at clock rate = 500 MHZ • 1.3 memory accesses per instruction. • L1 cache operates at 500 MHZ with a miss rate of 5% • L2 cache operates at 250 MHZ with local miss rate 40%, (T2 = 2 cycles) • Memory access penalty, M = 100 cycles. Find CPI. CPI = CPIexecution + Mem Stall cycles per instruction With No Cache, CPI = 1.1 + 1.3 x 100 = 131.1 With single L1, CPI = 1.1 + 1.3 x .05 x 100 = 7.6 Mem Stall cycles per instruction = Mem accesses per instruction x Stall cycles per access Stall cycles per memory access = (1-H1) x H2 x T2 + (1-H1)(1-H2) x M = .05 x .6 x 2 + .05 x .4 x 100 = .06 + 2 = 2.06 Mem Stall cycles per instruction = Mem accesses per instruction x Stall cycles per access = 2.06 x 1.3 = 2.678 CPI = 1.1 + 2.678 = 3.778 Speedup = 7.6/3.778 = 2

  31. L1 Cache CPU L2 Cache L3 Cache Main Memory 3 Levels of Cache Hit Rate= H1, Hit time = 1 cycle Hit Rate= H2, Hit time = T2 cycles Hit Rate= H3, Hit time = T3 Memory access penalty, M

  32. 3-Level Cache Performance CPUtime = IC x (CPIexecution + Mem Stall cycles per instruction) x C Mem Stall cycles per instruction = Mem accesses per instruction x Stall cycles per access • For a system with 3 levels of cache, assuming no penalty when found in L1 cache: Stall cycles per memory access = [miss rate L1] x [ Hit rate L2 x Hit time L2 + Miss rate L2 x (Hit rate L3 x Hit time L3 + Miss rate L3 x Memory access penalty) ] = (1-H1) x H2 x T2 + (1-H1) x (1-H2) x H3 x T3 + (1-H1)(1-H2) (1-H3)x M L1 Miss, L2 Miss: Must Access Main Memory L1 Miss, L2 Hit L2 Miss, L3 Hit

  33. 3-Level Cache Performance Memory Access TreeCPU Stall Cycles Per Memory Access CPU Memory Access L1 Hit: Stalls= H1 x 0 = 0 ( No Stall) L1 Miss: % = (1-H1) L1 L2 Hit: (1-H1) x H2 x T2 L2 Miss: % = (1-H1)(1-H2) L2 L3 Hit: (1-H1) x (1-H2) x H3 x T3 L3 L3 Miss: (1-H1)(1-H2)(1-H3) x M Stall cycles per memory access = (1-H1) x H2 x T2 + (1-H1) x (1-H2) x H3 x T3 + (1-H1)(1-H2) (1-H3)x M AMAT = 1 + Stall cycles per memory access

  34. Three-Level Cache Example • CPU with CPIexecution = 1.1 running at clock rate = 500 MHZ • 1.3 memory accesses per instruction. • L1 cache operates at 500 MHZ with a miss rate of 5% • L2 cache operates at 250 MHZ with a local miss rate 40%, (T2 = 2 cycles) • L3 cache operates at 100 MHZ with a local miss rate 50%, (T3 = 5 cycles) • Memory access penalty, M= 100 cycles. Find CPI.

  35. Three-Level Cache Example • Memory access penalty, M= 100 cycles. Find CPI. With No Cache, CPI = 1.1 + 1.3 x 100 = 131.1 With single L1, CPI = 1.1 + 1.3 x .05 x 100 = 7.6 With L1, L2 CPI = 1.1 + 1.3 x (.05 x .6 x 2 + .05 x .4 x 100) = 3.778 CPI = CPIexecution + Mem Stall cycles per instruction Mem Stall cycles per instruction = Mem accesses per instruction x Stall cycles per access Stall cycles per memory access = (1-H1) x H2 x T2 + (1-H1) x (1-H2) x H3 x T3 + (1-H1)(1-H2) (1-H3)x M = .05 x .6 x 2 + .05 x .4 x .5 x 5 + .05 x .4 x .5 x 100 = .097 + .0075 + .00225 = 1.11 CPI = 1.1 + 1.3 x 1.11 = 2.54 Speedup compared to L1 only = 7.6/2.54 = 3 Speedup compared to L1, L2 = 3.778/2.54 = 1.49

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